Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
#!rm -r processed_celeba_small
!unzip -o processed_celeba_small.zip

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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    num_workers = 0
    train_dataset = datasets.ImageFolder(root=data_dir, 
                                         transform=transforms.Compose([
                                             transforms.Resize(image_size),
                                             transforms.ToTensor()
                                         ]))
    data_loader = torch.utils.data.DataLoader(train_dataset,
                                          batch_size=batch_size,
                                          shuffle=True,
                                          num_workers=num_workers)
    
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 20
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
#print(type(dataiter))
images, _ = dataiter.__next__() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    max, min = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.7333)
Max:  tensor(0.9608)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(input_size, output_size, kernel_size=4, stride=2, padding=1, batch_norm=True):
    layers = []
    conv_layer = nn.Conv2d(input_size, output_size, kernel_size, stride, padding, bias=False)
    layers.append(conv_layer)
    
    if batch_norm:
        batch_layer = nn.BatchNorm2d(output_size)
        layers.append(batch_layer)
        
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        #input - 32 X 32 X 3
        self.conv1 = conv(3, conv_dim, batch_norm=False)
        #output - 32 X 32 X conv_dim
        
        #input - 16 X 16 X conv_dim
        self.conv2 = conv(conv_dim, conv_dim*2)
        #output - 16 X 16 X conv_dim*2
        
        #input - 8 X 8 X conv_dim*2
        self.conv3 = conv(conv_dim*2, conv_dim*4)
        #output - 4 X 4 X conv_dim*4
        
        self.fc = nn.Linear(conv_dim*4*4*4, 1)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        out = out.view(-1, self.conv_dim*4*4*4)
        out = self.fc(out)
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(input_size, output_size, kernel_size=4, stride=2, padding=1, batch_norm=True):
    layers = []
    tran_conv_layer = nn.ConvTranspose2d(input_size, output_size, kernel_size, stride, padding, bias=False)
    layers.append(tran_conv_layer)
    
    if batch_norm:
        deconv_batch_norm_layer = nn.BatchNorm2d(output_size)
        layers.append(deconv_batch_norm_layer)
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.z_size = z_size
        self.conv_dim = conv_dim
        
        #input = z_size
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)
        #ouput = 4 X 4 X conv_dim*4 
        
        #input = 4 X 4 X conv_dim*4 
        self.deconv1 = deconv(conv_dim*4 , conv_dim*2)
        #ouput = 8 X 8 X conv_dim*2
        
        #input = 8 X 8 X conv_dim*2
        self.deconv2 = deconv(conv_dim*2 , conv_dim)
        #ouput = 16 X 16 X conv_dim
        
        self.deconv3 = deconv(conv_dim , 3, batch_norm=False)
        #ouput = 32 X 32 X 3
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4)
        out = F.relu(self.deconv1(out))
        out = F.relu(self.deconv2(out))
        out = F.tanh(self.deconv3(out))
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if classname == 'Conv' or  classname == 'Linear':
        std_dev = 0.02
        mean = 0
        #print("before " ,m.weight.data)
        init.normal_(m.weight.data, mean, std_dev)
        #print("after ", m.weight.data)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers Exercise: Define optimizers for your Discriminator (D) and Generator (G) Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
lr = 0.0002
beta1= 0.5
beta2= 0.999


d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2]) 

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
    
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
            
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
                
            fake_images = G(z)
            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        if train_on_gpu:
            fixed_z = fixed_z.cuda()
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 100


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
print_every = 500
losses = train(D, G, n_epochs=n_epochs, print_every=print_every)

Epoch [    1/  100] | d_loss: 1.3978 | g_loss: 0.8497
Epoch [    1/  100] | d_loss: 0.8531 | g_loss: 2.0138
Epoch [    1/  100] | d_loss: 1.0432 | g_loss: 1.8490
Epoch [    1/  100] | d_loss: 1.2050 | g_loss: 1.0529
Epoch [    1/  100] | d_loss: 1.3374 | g_loss: 1.1181
Epoch [    1/  100] | d_loss: 0.8966 | g_loss: 1.6490
Epoch [    1/  100] | d_loss: 1.4357 | g_loss: 0.9490
Epoch [    1/  100] | d_loss: 1.4255 | g_loss: 1.3512
Epoch [    1/  100] | d_loss: 1.1237 | g_loss: 1.1345
Epoch [    2/  100] | d_loss: 1.4555 | g_loss: 1.6340
Epoch [    2/  100] | d_loss: 1.5365 | g_loss: 0.8900
Epoch [    2/  100] | d_loss: 0.9633 | g_loss: 1.6516
Epoch [    2/  100] | d_loss: 0.9480 | g_loss: 1.3154
Epoch [    2/  100] | d_loss: 0.9002 | g_loss: 1.5839
Epoch [    2/  100] | d_loss: 0.9311 | g_loss: 1.0859
Epoch [    2/  100] | d_loss: 0.8983 | g_loss: 1.2394
Epoch [    2/  100] | d_loss: 0.9339 | g_loss: 1.5597
Epoch [    2/  100] | d_loss: 1.2444 | g_loss: 1.1582
Epoch [    3/  100] | d_loss: 1.5834 | g_loss: 1.1083
Epoch [    3/  100] | d_loss: 1.0563 | g_loss: 0.8394
Epoch [    3/  100] | d_loss: 1.2767 | g_loss: 1.3560
Epoch [    3/  100] | d_loss: 0.9671 | g_loss: 1.8739
Epoch [    3/  100] | d_loss: 0.8285 | g_loss: 1.3778
Epoch [    3/  100] | d_loss: 0.8134 | g_loss: 1.5590
Epoch [    3/  100] | d_loss: 1.1057 | g_loss: 1.0458
Epoch [    3/  100] | d_loss: 1.0893 | g_loss: 1.2834
Epoch [    3/  100] | d_loss: 0.8741 | g_loss: 1.4829
Epoch [    4/  100] | d_loss: 0.9951 | g_loss: 1.2157
Epoch [    4/  100] | d_loss: 1.0527 | g_loss: 1.3018
Epoch [    4/  100] | d_loss: 0.9484 | g_loss: 1.1823
Epoch [    4/  100] | d_loss: 0.7165 | g_loss: 1.1467
Epoch [    4/  100] | d_loss: 0.8970 | g_loss: 0.7399
Epoch [    4/  100] | d_loss: 0.7607 | g_loss: 1.0565
Epoch [    4/  100] | d_loss: 1.1858 | g_loss: 0.8129
Epoch [    4/  100] | d_loss: 0.9267 | g_loss: 1.0363
Epoch [    4/  100] | d_loss: 1.0417 | g_loss: 1.2316
Epoch [    5/  100] | d_loss: 0.9311 | g_loss: 0.5698
Epoch [    5/  100] | d_loss: 0.7907 | g_loss: 2.1997
Epoch [    5/  100] | d_loss: 1.2120 | g_loss: 1.9164
Epoch [    5/  100] | d_loss: 1.2199 | g_loss: 1.3027
Epoch [    5/  100] | d_loss: 1.3776 | g_loss: 1.1880
Epoch [    5/  100] | d_loss: 0.2851 | g_loss: 2.0785
Epoch [    5/  100] | d_loss: 0.5284 | g_loss: 2.2093
Epoch [    5/  100] | d_loss: 0.6768 | g_loss: 1.9268
Epoch [    5/  100] | d_loss: 0.9399 | g_loss: 1.4287
Epoch [    6/  100] | d_loss: 1.2171 | g_loss: 1.3827
Epoch [    6/  100] | d_loss: 0.7837 | g_loss: 1.5438
Epoch [    6/  100] | d_loss: 0.6204 | g_loss: 1.5966
Epoch [    6/  100] | d_loss: 0.6762 | g_loss: 1.8026
Epoch [    6/  100] | d_loss: 0.4624 | g_loss: 1.8480
Epoch [    6/  100] | d_loss: 0.5466 | g_loss: 2.1106
Epoch [    6/  100] | d_loss: 0.5976 | g_loss: 2.7282
Epoch [    6/  100] | d_loss: 0.5851 | g_loss: 2.2631
Epoch [    6/  100] | d_loss: 0.7250 | g_loss: 1.0909
Epoch [    7/  100] | d_loss: 1.0418 | g_loss: 0.7643
Epoch [    7/  100] | d_loss: 0.3703 | g_loss: 1.5021
Epoch [    7/  100] | d_loss: 1.0309 | g_loss: 2.6844
Epoch [    7/  100] | d_loss: 0.5382 | g_loss: 2.2333
Epoch [    7/  100] | d_loss: 0.9702 | g_loss: 2.4339
Epoch [    7/  100] | d_loss: 0.9338 | g_loss: 2.0490
Epoch [    7/  100] | d_loss: 0.6829 | g_loss: 1.4605
Epoch [    7/  100] | d_loss: 0.7665 | g_loss: 2.3895
Epoch [    7/  100] | d_loss: 0.6777 | g_loss: 1.8597
Epoch [    8/  100] | d_loss: 0.4594 | g_loss: 2.7686
Epoch [    8/  100] | d_loss: 0.5065 | g_loss: 1.8411
Epoch [    8/  100] | d_loss: 0.5393 | g_loss: 1.9375
Epoch [    8/  100] | d_loss: 0.3917 | g_loss: 2.9499
Epoch [    8/  100] | d_loss: 0.9190 | g_loss: 2.2857
Epoch [    8/  100] | d_loss: 0.4262 | g_loss: 2.1438
Epoch [    8/  100] | d_loss: 0.3706 | g_loss: 2.0717
Epoch [    8/  100] | d_loss: 0.2738 | g_loss: 2.1085
Epoch [    8/  100] | d_loss: 1.0787 | g_loss: 1.9993
Epoch [    9/  100] | d_loss: 0.4345 | g_loss: 2.4125
Epoch [    9/  100] | d_loss: 0.6565 | g_loss: 2.1373
Epoch [    9/  100] | d_loss: 1.3865 | g_loss: 1.5867
Epoch [    9/  100] | d_loss: 0.2680 | g_loss: 2.8814
Epoch [    9/  100] | d_loss: 0.2334 | g_loss: 2.7175
Epoch [    9/  100] | d_loss: 0.4391 | g_loss: 2.7759
Epoch [    9/  100] | d_loss: 1.1524 | g_loss: 1.3152
Epoch [    9/  100] | d_loss: 0.3084 | g_loss: 2.0965
Epoch [    9/  100] | d_loss: 0.4168 | g_loss: 1.7934
Epoch [   10/  100] | d_loss: 0.2940 | g_loss: 1.9641
Epoch [   10/  100] | d_loss: 0.6060 | g_loss: 1.8847
Epoch [   10/  100] | d_loss: 0.4673 | g_loss: 1.3699
Epoch [   10/  100] | d_loss: 0.6009 | g_loss: 3.4462
Epoch [   10/  100] | d_loss: 0.5192 | g_loss: 2.4487
Epoch [   10/  100] | d_loss: 0.2952 | g_loss: 3.2983
Epoch [   10/  100] | d_loss: 0.5020 | g_loss: 3.2643
Epoch [   10/  100] | d_loss: 0.3175 | g_loss: 2.9821
Epoch [   10/  100] | d_loss: 0.5118 | g_loss: 2.5071
Epoch [   11/  100] | d_loss: 0.3938 | g_loss: 2.5831
Epoch [   11/  100] | d_loss: 0.3904 | g_loss: 3.3567
Epoch [   11/  100] | d_loss: 0.4593 | g_loss: 1.8058
Epoch [   11/  100] | d_loss: 0.2385 | g_loss: 2.7255
Epoch [   11/  100] | d_loss: 0.2831 | g_loss: 2.6024
Epoch [   11/  100] | d_loss: 0.5864 | g_loss: 2.0117
Epoch [   11/  100] | d_loss: 0.1722 | g_loss: 2.2483
Epoch [   11/  100] | d_loss: 0.4590 | g_loss: 3.4562
Epoch [   11/  100] | d_loss: 0.6629 | g_loss: 2.5052
Epoch [   12/  100] | d_loss: 0.4389 | g_loss: 3.3692
Epoch [   12/  100] | d_loss: 0.1773 | g_loss: 3.1636
Epoch [   12/  100] | d_loss: 0.4848 | g_loss: 2.7910
Epoch [   12/  100] | d_loss: 0.4727 | g_loss: 3.5036
Epoch [   12/  100] | d_loss: 0.2927 | g_loss: 1.1579
Epoch [   12/  100] | d_loss: 1.0985 | g_loss: 1.8051
Epoch [   12/  100] | d_loss: 0.6829 | g_loss: 1.2735
Epoch [   12/  100] | d_loss: 0.5576 | g_loss: 1.4350
Epoch [   12/  100] | d_loss: 0.3072 | g_loss: 2.3224
Epoch [   13/  100] | d_loss: 0.7987 | g_loss: 2.0142
Epoch [   13/  100] | d_loss: 0.6220 | g_loss: 3.5984
Epoch [   13/  100] | d_loss: 0.6897 | g_loss: 2.6276
Epoch [   13/  100] | d_loss: 0.3679 | g_loss: 3.9938
Epoch [   13/  100] | d_loss: 0.3126 | g_loss: 1.7354
Epoch [   13/  100] | d_loss: 0.3159 | g_loss: 2.0418
Epoch [   13/  100] | d_loss: 0.1690 | g_loss: 2.4491
Epoch [   13/  100] | d_loss: 0.3242 | g_loss: 2.3824
Epoch [   13/  100] | d_loss: 0.3456 | g_loss: 2.3556
Epoch [   14/  100] | d_loss: 0.4897 | g_loss: 1.0889
Epoch [   14/  100] | d_loss: 0.0764 | g_loss: 4.1439
Epoch [   14/  100] | d_loss: 0.3932 | g_loss: 3.5912
Epoch [   14/  100] | d_loss: 0.4176 | g_loss: 2.2894
Epoch [   14/  100] | d_loss: 0.7906 | g_loss: 1.9060
Epoch [   14/  100] | d_loss: 0.1471 | g_loss: 3.0631
Epoch [   14/  100] | d_loss: 0.2235 | g_loss: 2.3358
Epoch [   14/  100] | d_loss: 0.2863 | g_loss: 2.9240
Epoch [   14/  100] | d_loss: 0.2757 | g_loss: 2.1049
Epoch [   15/  100] | d_loss: 0.1945 | g_loss: 2.8282
Epoch [   15/  100] | d_loss: 0.1778 | g_loss: 3.3257
Epoch [   15/  100] | d_loss: 0.3363 | g_loss: 2.7537
Epoch [   15/  100] | d_loss: 0.2004 | g_loss: 2.8374
Epoch [   15/  100] | d_loss: 0.0561 | g_loss: 4.4757
Epoch [   15/  100] | d_loss: 0.4813 | g_loss: 2.0806
Epoch [   15/  100] | d_loss: 0.3334 | g_loss: 3.0760
Epoch [   15/  100] | d_loss: 0.6723 | g_loss: 0.8629
Epoch [   15/  100] | d_loss: 0.3369 | g_loss: 1.6353
Epoch [   16/  100] | d_loss: 0.2114 | g_loss: 4.1987
Epoch [   16/  100] | d_loss: 0.2533 | g_loss: 3.1380
Epoch [   16/  100] | d_loss: 0.1175 | g_loss: 2.5541
Epoch [   16/  100] | d_loss: 0.6142 | g_loss: 3.4938
Epoch [   16/  100] | d_loss: 0.1202 | g_loss: 2.5320
Epoch [   16/  100] | d_loss: 0.3363 | g_loss: 2.1099
Epoch [   16/  100] | d_loss: 0.6774 | g_loss: 4.8444
Epoch [   16/  100] | d_loss: 0.9384 | g_loss: 2.1791
Epoch [   16/  100] | d_loss: 0.4337 | g_loss: 3.7282
Epoch [   17/  100] | d_loss: 0.2426 | g_loss: 2.9880
Epoch [   17/  100] | d_loss: 0.2674 | g_loss: 3.1514
Epoch [   17/  100] | d_loss: 0.2617 | g_loss: 4.0267
Epoch [   17/  100] | d_loss: 0.2516 | g_loss: 4.2639
Epoch [   17/  100] | d_loss: 0.3687 | g_loss: 2.9908
Epoch [   17/  100] | d_loss: 0.2694 | g_loss: 4.1171
Epoch [   17/  100] | d_loss: 1.0846 | g_loss: 3.1187
Epoch [   17/  100] | d_loss: 0.3636 | g_loss: 3.9579
Epoch [   17/  100] | d_loss: 0.6472 | g_loss: 2.3164
Epoch [   18/  100] | d_loss: 0.2487 | g_loss: 2.1199
Epoch [   18/  100] | d_loss: 0.3329 | g_loss: 1.7616
Epoch [   18/  100] | d_loss: 0.5428 | g_loss: 3.0888
Epoch [   18/  100] | d_loss: 0.2911 | g_loss: 3.6686
Epoch [   18/  100] | d_loss: 0.1253 | g_loss: 2.9840
Epoch [   18/  100] | d_loss: 0.0840 | g_loss: 3.9418
Epoch [   18/  100] | d_loss: 0.3788 | g_loss: 3.4180
Epoch [   18/  100] | d_loss: 0.1689 | g_loss: 3.2610
Epoch [   18/  100] | d_loss: 0.2020 | g_loss: 2.9844
Epoch [   19/  100] | d_loss: 0.2502 | g_loss: 4.5692
Epoch [   19/  100] | d_loss: 0.1343 | g_loss: 4.6051
Epoch [   19/  100] | d_loss: 0.1834 | g_loss: 2.4894
Epoch [   19/  100] | d_loss: 0.2340 | g_loss: 3.1001
Epoch [   19/  100] | d_loss: 0.2721 | g_loss: 2.8136
Epoch [   19/  100] | d_loss: 0.3410 | g_loss: 4.3196
Epoch [   19/  100] | d_loss: 0.2423 | g_loss: 3.4762
Epoch [   19/  100] | d_loss: 2.2131 | g_loss: 2.6494
Epoch [   19/  100] | d_loss: 0.3369 | g_loss: 3.7423
Epoch [   20/  100] | d_loss: 0.2756 | g_loss: 3.5911
Epoch [   20/  100] | d_loss: 0.3817 | g_loss: 3.4976
Epoch [   20/  100] | d_loss: 0.1256 | g_loss: 3.2840
Epoch [   20/  100] | d_loss: 0.2212 | g_loss: 4.3720
Epoch [   20/  100] | d_loss: 0.4075 | g_loss: 2.4162
Epoch [   20/  100] | d_loss: 0.1020 | g_loss: 4.0544
Epoch [   20/  100] | d_loss: 0.5703 | g_loss: 3.4203
Epoch [   20/  100] | d_loss: 0.1673 | g_loss: 1.3344
Epoch [   20/  100] | d_loss: 0.5808 | g_loss: 2.1944
Epoch [   21/  100] | d_loss: 0.4347 | g_loss: 4.6956
Epoch [   21/  100] | d_loss: 0.2240 | g_loss: 2.8489
Epoch [   21/  100] | d_loss: 0.2375 | g_loss: 3.0198
Epoch [   21/  100] | d_loss: 0.2156 | g_loss: 3.1910
Epoch [   21/  100] | d_loss: 0.4717 | g_loss: 2.7094
Epoch [   21/  100] | d_loss: 0.2899 | g_loss: 4.6241
Epoch [   21/  100] | d_loss: 0.0922 | g_loss: 3.8770
Epoch [   21/  100] | d_loss: 0.2457 | g_loss: 3.8402
Epoch [   21/  100] | d_loss: 0.1338 | g_loss: 2.6476
Epoch [   22/  100] | d_loss: 0.6842 | g_loss: 3.3971
Epoch [   22/  100] | d_loss: 0.2230 | g_loss: 4.3352
Epoch [   22/  100] | d_loss: 0.1572 | g_loss: 3.4801
Epoch [   22/  100] | d_loss: 0.5503 | g_loss: 5.1495
Epoch [   22/  100] | d_loss: 0.2299 | g_loss: 4.1266
Epoch [   22/  100] | d_loss: 0.9859 | g_loss: 1.0696
Epoch [   22/  100] | d_loss: 0.1685 | g_loss: 4.7067
Epoch [   22/  100] | d_loss: 0.6437 | g_loss: 4.4840
Epoch [   22/  100] | d_loss: 0.0879 | g_loss: 3.3441
Epoch [   23/  100] | d_loss: 0.1306 | g_loss: 1.5690
Epoch [   23/  100] | d_loss: 0.2227 | g_loss: 4.5500
Epoch [   23/  100] | d_loss: 0.3053 | g_loss: 2.9468
Epoch [   23/  100] | d_loss: 0.2383 | g_loss: 4.2103
Epoch [   23/  100] | d_loss: 0.1250 | g_loss: 2.9136
Epoch [   23/  100] | d_loss: 0.7805 | g_loss: 1.4772
Epoch [   23/  100] | d_loss: 0.1700 | g_loss: 1.2206
Epoch [   23/  100] | d_loss: 0.5404 | g_loss: 4.3007
Epoch [   23/  100] | d_loss: 0.5085 | g_loss: 2.7079
Epoch [   24/  100] | d_loss: 0.2000 | g_loss: 4.4864
Epoch [   24/  100] | d_loss: 0.4250 | g_loss: 4.9674
Epoch [   24/  100] | d_loss: 0.2198 | g_loss: 3.8240
Epoch [   24/  100] | d_loss: 0.2255 | g_loss: 4.3119
Epoch [   24/  100] | d_loss: 0.3486 | g_loss: 2.7686
Epoch [   24/  100] | d_loss: 0.1017 | g_loss: 2.8141
Epoch [   24/  100] | d_loss: 0.8415 | g_loss: 2.3569
Epoch [   24/  100] | d_loss: 0.0518 | g_loss: 3.9149
Epoch [   24/  100] | d_loss: 0.3241 | g_loss: 1.3457
Epoch [   25/  100] | d_loss: 0.1444 | g_loss: 4.6966
Epoch [   25/  100] | d_loss: 0.1536 | g_loss: 4.2992
Epoch [   25/  100] | d_loss: 0.2526 | g_loss: 3.2132
Epoch [   25/  100] | d_loss: 0.1023 | g_loss: 1.8016
Epoch [   25/  100] | d_loss: 0.5821 | g_loss: 4.1531
Epoch [   25/  100] | d_loss: 0.4967 | g_loss: 3.4228
Epoch [   25/  100] | d_loss: 0.2090 | g_loss: 5.5515
Epoch [   25/  100] | d_loss: 0.5132 | g_loss: 3.1911
Epoch [   25/  100] | d_loss: 0.1207 | g_loss: 4.4522
Epoch [   26/  100] | d_loss: 0.2363 | g_loss: 3.5255
Epoch [   26/  100] | d_loss: 0.2876 | g_loss: 3.7843
Epoch [   26/  100] | d_loss: 0.1102 | g_loss: 4.0471
Epoch [   26/  100] | d_loss: 0.0734 | g_loss: 2.4927
Epoch [   26/  100] | d_loss: 0.2012 | g_loss: 2.4641
Epoch [   26/  100] | d_loss: 0.5435 | g_loss: 3.7379
Epoch [   26/  100] | d_loss: 0.1130 | g_loss: 5.2327
Epoch [   26/  100] | d_loss: 0.1376 | g_loss: 1.9687
Epoch [   26/  100] | d_loss: 0.8778 | g_loss: 4.1599
Epoch [   27/  100] | d_loss: 0.7659 | g_loss: 3.1901
Epoch [   27/  100] | d_loss: 0.5275 | g_loss: 4.4666
Epoch [   27/  100] | d_loss: 0.1445 | g_loss: 3.5926
Epoch [   27/  100] | d_loss: 0.3393 | g_loss: 1.6176
Epoch [   27/  100] | d_loss: 0.0845 | g_loss: 2.4491
Epoch [   27/  100] | d_loss: 0.1235 | g_loss: 3.2023
Epoch [   27/  100] | d_loss: 0.1468 | g_loss: 3.7978
Epoch [   27/  100] | d_loss: 0.1308 | g_loss: 4.1440
Epoch [   27/  100] | d_loss: 0.5624 | g_loss: 6.6275
Epoch [   28/  100] | d_loss: 0.0537 | g_loss: 2.4035
Epoch [   28/  100] | d_loss: 0.1296 | g_loss: 4.5910
Epoch [   28/  100] | d_loss: 0.0559 | g_loss: 5.5518
Epoch [   28/  100] | d_loss: 0.2384 | g_loss: 4.6217
Epoch [   28/  100] | d_loss: 0.3909 | g_loss: 4.5804
Epoch [   28/  100] | d_loss: 0.2317 | g_loss: 4.1561
Epoch [   28/  100] | d_loss: 0.2414 | g_loss: 3.8643
Epoch [   28/  100] | d_loss: 0.3225 | g_loss: 3.9198
Epoch [   28/  100] | d_loss: 0.2570 | g_loss: 3.7787
Epoch [   29/  100] | d_loss: 0.2509 | g_loss: 3.7022
Epoch [   29/  100] | d_loss: 0.1828 | g_loss: 3.3327
Epoch [   29/  100] | d_loss: 0.2391 | g_loss: 5.2602
Epoch [   29/  100] | d_loss: 0.1496 | g_loss: 4.1267
Epoch [   29/  100] | d_loss: 0.2222 | g_loss: 4.2143
Epoch [   29/  100] | d_loss: 0.3134 | g_loss: 4.8147
Epoch [   29/  100] | d_loss: 0.5766 | g_loss: 3.3647
Epoch [   29/  100] | d_loss: 0.1187 | g_loss: 4.0364
Epoch [   29/  100] | d_loss: 0.9086 | g_loss: 2.5341
Epoch [   30/  100] | d_loss: 0.4139 | g_loss: 2.8568
Epoch [   30/  100] | d_loss: 0.0520 | g_loss: 3.6949
Epoch [   30/  100] | d_loss: 0.2103 | g_loss: 2.6943
Epoch [   30/  100] | d_loss: 0.3197 | g_loss: 4.2302
Epoch [   30/  100] | d_loss: 0.4016 | g_loss: 2.2545
Epoch [   30/  100] | d_loss: 0.3768 | g_loss: 3.8847
Epoch [   30/  100] | d_loss: 0.3990 | g_loss: 3.7816
Epoch [   30/  100] | d_loss: 0.3454 | g_loss: 3.8075
Epoch [   30/  100] | d_loss: 1.1138 | g_loss: 5.4925
Epoch [   31/  100] | d_loss: 0.1392 | g_loss: 3.4966
Epoch [   31/  100] | d_loss: 0.1053 | g_loss: 4.9221
Epoch [   31/  100] | d_loss: 0.4040 | g_loss: 2.2044
Epoch [   31/  100] | d_loss: 0.6290 | g_loss: 2.4998
Epoch [   31/  100] | d_loss: 0.1637 | g_loss: 5.8133
Epoch [   31/  100] | d_loss: 0.6208 | g_loss: 4.1457
Epoch [   31/  100] | d_loss: 0.2220 | g_loss: 3.5234
Epoch [   31/  100] | d_loss: 0.1529 | g_loss: 3.5296
Epoch [   31/  100] | d_loss: 0.2033 | g_loss: 3.9236
Epoch [   32/  100] | d_loss: 0.1204 | g_loss: 3.1381
Epoch [   32/  100] | d_loss: 0.3881 | g_loss: 3.4990
Epoch [   32/  100] | d_loss: 0.2159 | g_loss: 5.0697
Epoch [   32/  100] | d_loss: 0.6571 | g_loss: 4.6764
Epoch [   32/  100] | d_loss: 0.2292 | g_loss: 5.1723
Epoch [   32/  100] | d_loss: 0.3960 | g_loss: 3.2575
Epoch [   32/  100] | d_loss: 0.0622 | g_loss: 4.2548
Epoch [   32/  100] | d_loss: 0.0903 | g_loss: 2.9204
Epoch [   32/  100] | d_loss: 0.2530 | g_loss: 3.6340
Epoch [   33/  100] | d_loss: 0.2081 | g_loss: 5.8542
Epoch [   33/  100] | d_loss: 0.3359 | g_loss: 5.5417
Epoch [   33/  100] | d_loss: 0.2109 | g_loss: 2.3994
Epoch [   33/  100] | d_loss: 0.3097 | g_loss: 4.6033
Epoch [   33/  100] | d_loss: 0.0744 | g_loss: 7.0708
Epoch [   33/  100] | d_loss: 0.4826 | g_loss: 3.0891
Epoch [   33/  100] | d_loss: 0.1635 | g_loss: 3.5912
Epoch [   33/  100] | d_loss: 0.0630 | g_loss: 4.6663
Epoch [   33/  100] | d_loss: 1.5757 | g_loss: 5.7606
Epoch [   34/  100] | d_loss: 0.1197 | g_loss: 3.4489
Epoch [   34/  100] | d_loss: 0.3406 | g_loss: 4.5764
Epoch [   34/  100] | d_loss: 0.0347 | g_loss: 4.4402
Epoch [   34/  100] | d_loss: 0.1318 | g_loss: 4.7575
Epoch [   34/  100] | d_loss: 0.1153 | g_loss: 5.9111
Epoch [   34/  100] | d_loss: 0.0549 | g_loss: 5.1071
Epoch [   34/  100] | d_loss: 0.0863 | g_loss: 5.4655
Epoch [   34/  100] | d_loss: 0.1238 | g_loss: 2.7393
Epoch [   34/  100] | d_loss: 0.1438 | g_loss: 1.9312
Epoch [   35/  100] | d_loss: 0.1128 | g_loss: 3.4534
Epoch [   35/  100] | d_loss: 0.0802 | g_loss: 2.5610
Epoch [   35/  100] | d_loss: 1.5533 | g_loss: 5.6169
Epoch [   35/  100] | d_loss: 0.0838 | g_loss: 3.4849
Epoch [   35/  100] | d_loss: 0.0182 | g_loss: 4.4403
Epoch [   35/  100] | d_loss: 0.1358 | g_loss: 3.7229
Epoch [   35/  100] | d_loss: 0.0544 | g_loss: 4.6807
Epoch [   35/  100] | d_loss: 0.0813 | g_loss: 2.8060
Epoch [   35/  100] | d_loss: 0.1116 | g_loss: 4.8986
Epoch [   36/  100] | d_loss: 0.1848 | g_loss: 2.7539
Epoch [   36/  100] | d_loss: 0.3967 | g_loss: 3.4374
Epoch [   36/  100] | d_loss: 0.1525 | g_loss: 3.6221
Epoch [   36/  100] | d_loss: 0.1771 | g_loss: 3.5992
Epoch [   36/  100] | d_loss: 0.0516 | g_loss: 3.4271
Epoch [   36/  100] | d_loss: 0.0634 | g_loss: 5.1094
Epoch [   36/  100] | d_loss: 0.0823 | g_loss: 4.5207
Epoch [   36/  100] | d_loss: 0.2166 | g_loss: 2.6390
Epoch [   36/  100] | d_loss: 0.3666 | g_loss: 5.1066
Epoch [   37/  100] | d_loss: 0.1336 | g_loss: 7.1986
Epoch [   37/  100] | d_loss: 0.1043 | g_loss: 3.7534
Epoch [   37/  100] | d_loss: 0.0725 | g_loss: 4.9911
Epoch [   37/  100] | d_loss: 0.3308 | g_loss: 4.0729
Epoch [   37/  100] | d_loss: 0.0189 | g_loss: 6.5691
Epoch [   37/  100] | d_loss: 0.1121 | g_loss: 4.7779
Epoch [   37/  100] | d_loss: 0.9075 | g_loss: 3.1354
Epoch [   37/  100] | d_loss: 0.0207 | g_loss: 6.6551
Epoch [   37/  100] | d_loss: 0.0210 | g_loss: 5.3370
Epoch [   38/  100] | d_loss: 0.2429 | g_loss: 3.0279
Epoch [   38/  100] | d_loss: 0.0994 | g_loss: 3.5483
Epoch [   38/  100] | d_loss: 0.2297 | g_loss: 3.4341
Epoch [   38/  100] | d_loss: 0.1898 | g_loss: 2.7739
Epoch [   38/  100] | d_loss: 0.2569 | g_loss: 4.8830
Epoch [   38/  100] | d_loss: 0.1794 | g_loss: 2.8581
Epoch [   38/  100] | d_loss: 0.1957 | g_loss: 4.8747
Epoch [   38/  100] | d_loss: 0.5118 | g_loss: 3.2330
Epoch [   38/  100] | d_loss: 0.1034 | g_loss: 2.7664
Epoch [   39/  100] | d_loss: 0.0858 | g_loss: 7.2686
Epoch [   39/  100] | d_loss: 0.0236 | g_loss: 5.7203
Epoch [   39/  100] | d_loss: 0.4725 | g_loss: 3.6179
Epoch [   39/  100] | d_loss: 0.1181 | g_loss: 3.6605
Epoch [   39/  100] | d_loss: 0.1376 | g_loss: 5.7808
Epoch [   39/  100] | d_loss: 0.1448 | g_loss: 5.4251
Epoch [   39/  100] | d_loss: 0.1054 | g_loss: 5.0163
Epoch [   39/  100] | d_loss: 0.0637 | g_loss: 5.7016
Epoch [   39/  100] | d_loss: 0.1038 | g_loss: 5.4239
Epoch [   40/  100] | d_loss: 0.1267 | g_loss: 4.9135
Epoch [   40/  100] | d_loss: 0.6240 | g_loss: 3.6120
Epoch [   40/  100] | d_loss: 0.8262 | g_loss: 0.9054
Epoch [   40/  100] | d_loss: 0.2646 | g_loss: 2.0006
Epoch [   40/  100] | d_loss: 0.1151 | g_loss: 4.6342
Epoch [   40/  100] | d_loss: 0.4753 | g_loss: 2.0917
Epoch [   40/  100] | d_loss: 0.1475 | g_loss: 4.4752
Epoch [   40/  100] | d_loss: 0.2744 | g_loss: 5.1436
Epoch [   40/  100] | d_loss: 0.4880 | g_loss: 5.0436
Epoch [   41/  100] | d_loss: 0.7091 | g_loss: 3.0654
Epoch [   41/  100] | d_loss: 0.0498 | g_loss: 4.2021
Epoch [   41/  100] | d_loss: 0.0739 | g_loss: 4.6957
Epoch [   41/  100] | d_loss: 0.1565 | g_loss: 4.2558
Epoch [   41/  100] | d_loss: 0.3921 | g_loss: 5.7242
Epoch [   41/  100] | d_loss: 0.0595 | g_loss: 2.1555
Epoch [   41/  100] | d_loss: 0.0691 | g_loss: 4.2263
Epoch [   41/  100] | d_loss: 0.3540 | g_loss: 7.4471
Epoch [   41/  100] | d_loss: 0.1796 | g_loss: 4.0242
Epoch [   42/  100] | d_loss: 0.1881 | g_loss: 3.9054
Epoch [   42/  100] | d_loss: 0.2353 | g_loss: 3.4109
Epoch [   42/  100] | d_loss: 0.0261 | g_loss: 5.2927
Epoch [   42/  100] | d_loss: 0.4434 | g_loss: 3.0540
Epoch [   42/  100] | d_loss: 0.0580 | g_loss: 3.7146
Epoch [   42/  100] | d_loss: 0.0334 | g_loss: 4.8304
Epoch [   42/  100] | d_loss: 0.1911 | g_loss: 5.8521
Epoch [   42/  100] | d_loss: 0.0978 | g_loss: 3.5211
Epoch [   42/  100] | d_loss: 0.1033 | g_loss: 5.8507
Epoch [   43/  100] | d_loss: 0.0536 | g_loss: 5.5512
Epoch [   43/  100] | d_loss: 0.0606 | g_loss: 3.9734
Epoch [   43/  100] | d_loss: 0.0746 | g_loss: 5.1473
Epoch [   43/  100] | d_loss: 0.1386 | g_loss: 4.9070
Epoch [   43/  100] | d_loss: 0.2118 | g_loss: 4.4063
Epoch [   43/  100] | d_loss: 0.1175 | g_loss: 4.7024
Epoch [   43/  100] | d_loss: 0.0506 | g_loss: 5.1145
Epoch [   43/  100] | d_loss: 0.0610 | g_loss: 5.2579
Epoch [   43/  100] | d_loss: 1.1866 | g_loss: 5.8881
Epoch [   44/  100] | d_loss: 0.1870 | g_loss: 4.6968
Epoch [   44/  100] | d_loss: 0.0875 | g_loss: 3.6548
Epoch [   44/  100] | d_loss: 0.1566 | g_loss: 3.7371
Epoch [   44/  100] | d_loss: 0.1077 | g_loss: 5.8636
Epoch [   44/  100] | d_loss: 0.1349 | g_loss: 3.9424
Epoch [   44/  100] | d_loss: 0.0506 | g_loss: 5.1357
Epoch [   44/  100] | d_loss: 0.4236 | g_loss: 4.1548
Epoch [   44/  100] | d_loss: 0.1922 | g_loss: 4.9363
Epoch [   44/  100] | d_loss: 0.0271 | g_loss: 4.5512
Epoch [   45/  100] | d_loss: 0.1913 | g_loss: 3.0709
Epoch [   45/  100] | d_loss: 0.0934 | g_loss: 4.0888
Epoch [   45/  100] | d_loss: 0.1813 | g_loss: 6.0718
Epoch [   45/  100] | d_loss: 0.0166 | g_loss: 5.6435
Epoch [   45/  100] | d_loss: 0.4895 | g_loss: 5.2501
Epoch [   45/  100] | d_loss: 0.1946 | g_loss: 3.2659
Epoch [   45/  100] | d_loss: 0.0911 | g_loss: 5.2402
Epoch [   45/  100] | d_loss: 0.0676 | g_loss: 5.2956
Epoch [   45/  100] | d_loss: 0.6324 | g_loss: 5.7580
Epoch [   46/  100] | d_loss: 0.5830 | g_loss: 3.9150
Epoch [   46/  100] | d_loss: 0.0478 | g_loss: 4.6115
Epoch [   46/  100] | d_loss: 0.2804 | g_loss: 3.6739
Epoch [   46/  100] | d_loss: 0.0673 | g_loss: 6.5198
Epoch [   46/  100] | d_loss: 0.1494 | g_loss: 3.4451
Epoch [   46/  100] | d_loss: 0.0717 | g_loss: 5.0923
Epoch [   46/  100] | d_loss: 0.0888 | g_loss: 4.7622
Epoch [   46/  100] | d_loss: 0.1353 | g_loss: 6.0461
Epoch [   46/  100] | d_loss: 0.4585 | g_loss: 1.8194
Epoch [   47/  100] | d_loss: 0.1329 | g_loss: 4.3028
Epoch [   47/  100] | d_loss: 0.1497 | g_loss: 6.2404
Epoch [   47/  100] | d_loss: 0.2976 | g_loss: 4.2297
Epoch [   47/  100] | d_loss: 0.0814 | g_loss: 3.8391
Epoch [   47/  100] | d_loss: 0.2425 | g_loss: 4.2991
Epoch [   47/  100] | d_loss: 0.1701 | g_loss: 5.2470
Epoch [   47/  100] | d_loss: 0.3623 | g_loss: 6.1602
Epoch [   47/  100] | d_loss: 0.0755 | g_loss: 4.6655
Epoch [   47/  100] | d_loss: 0.2033 | g_loss: 3.4040
Epoch [   48/  100] | d_loss: 0.0253 | g_loss: 6.2662
Epoch [   48/  100] | d_loss: 0.1637 | g_loss: 5.1120
Epoch [   48/  100] | d_loss: 0.1210 | g_loss: 2.4551
Epoch [   48/  100] | d_loss: 0.2570 | g_loss: 3.7116
Epoch [   48/  100] | d_loss: 0.0787 | g_loss: 4.7940
Epoch [   48/  100] | d_loss: 0.2031 | g_loss: 3.8364
Epoch [   48/  100] | d_loss: 1.1363 | g_loss: 4.8723
Epoch [   48/  100] | d_loss: 0.0571 | g_loss: 5.2654
Epoch [   48/  100] | d_loss: 0.1103 | g_loss: 5.3069
Epoch [   49/  100] | d_loss: 0.0220 | g_loss: 4.5177
Epoch [   49/  100] | d_loss: 0.1977 | g_loss: 3.5405
Epoch [   49/  100] | d_loss: 0.1050 | g_loss: 2.3186
Epoch [   49/  100] | d_loss: 0.9521 | g_loss: 4.7273
Epoch [   49/  100] | d_loss: 0.4917 | g_loss: 4.1098
Epoch [   49/  100] | d_loss: 0.0506 | g_loss: 5.0483
Epoch [   49/  100] | d_loss: 0.0100 | g_loss: 6.2151
Epoch [   49/  100] | d_loss: 0.2312 | g_loss: 5.9740
Epoch [   49/  100] | d_loss: 0.1623 | g_loss: 2.9868
Epoch [   50/  100] | d_loss: 0.0279 | g_loss: 6.8279
Epoch [   50/  100] | d_loss: 0.6575 | g_loss: 4.8687
Epoch [   50/  100] | d_loss: 0.0611 | g_loss: 3.1044
Epoch [   50/  100] | d_loss: 0.0713 | g_loss: 3.4757
Epoch [   50/  100] | d_loss: 0.1791 | g_loss: 4.5191
Epoch [   50/  100] | d_loss: 0.0856 | g_loss: 5.0400
Epoch [   50/  100] | d_loss: 0.0782 | g_loss: 4.6474
Epoch [   50/  100] | d_loss: 0.2158 | g_loss: 3.6588
Epoch [   50/  100] | d_loss: 0.0941 | g_loss: 5.0414
Epoch [   51/  100] | d_loss: 0.1129 | g_loss: 3.3782
Epoch [   51/  100] | d_loss: 0.1731 | g_loss: 5.0514
Epoch [   51/  100] | d_loss: 0.0855 | g_loss: 2.8565
Epoch [   51/  100] | d_loss: 0.1545 | g_loss: 6.6929
Epoch [   51/  100] | d_loss: 0.2582 | g_loss: 4.2266
Epoch [   51/  100] | d_loss: 0.5882 | g_loss: 6.0142
Epoch [   51/  100] | d_loss: 0.0412 | g_loss: 3.5240
Epoch [   51/  100] | d_loss: 0.2900 | g_loss: 4.1386
Epoch [   51/  100] | d_loss: 0.1143 | g_loss: 3.8174
Epoch [   52/  100] | d_loss: 0.0305 | g_loss: 3.6071
Epoch [   52/  100] | d_loss: 0.6144 | g_loss: 5.4384
Epoch [   52/  100] | d_loss: 0.0686 | g_loss: 3.4505
Epoch [   52/  100] | d_loss: 0.0936 | g_loss: 4.9620
Epoch [   52/  100] | d_loss: 0.0569 | g_loss: 6.3753
Epoch [   52/  100] | d_loss: 0.0741 | g_loss: 6.0680
Epoch [   52/  100] | d_loss: 0.2602 | g_loss: 0.5536
Epoch [   52/  100] | d_loss: 0.0766 | g_loss: 2.4573
Epoch [   52/  100] | d_loss: 0.0505 | g_loss: 3.4889
Epoch [   53/  100] | d_loss: 0.0173 | g_loss: 6.3367
Epoch [   53/  100] | d_loss: 0.2104 | g_loss: 5.0817
Epoch [   53/  100] | d_loss: 0.1151 | g_loss: 4.6624
Epoch [   53/  100] | d_loss: 0.1840 | g_loss: 2.9689
Epoch [   53/  100] | d_loss: 0.3705 | g_loss: 5.9806
Epoch [   53/  100] | d_loss: 0.0733 | g_loss: 4.3733
Epoch [   53/  100] | d_loss: 0.2385 | g_loss: 4.1235
Epoch [   53/  100] | d_loss: 0.1226 | g_loss: 5.3393
Epoch [   53/  100] | d_loss: 0.0353 | g_loss: 4.8727
Epoch [   54/  100] | d_loss: 0.1775 | g_loss: 7.2745
Epoch [   54/  100] | d_loss: 0.0659 | g_loss: 6.0329
Epoch [   54/  100] | d_loss: 0.6423 | g_loss: 3.1258
Epoch [   54/  100] | d_loss: 0.0294 | g_loss: 4.3760
Epoch [   54/  100] | d_loss: 0.2342 | g_loss: 3.0230
Epoch [   54/  100] | d_loss: 0.0753 | g_loss: 6.6413
Epoch [   54/  100] | d_loss: 0.0445 | g_loss: 4.7581
Epoch [   54/  100] | d_loss: 0.1854 | g_loss: 4.4497
Epoch [   54/  100] | d_loss: 0.0571 | g_loss: 7.4366
Epoch [   55/  100] | d_loss: 0.1797 | g_loss: 3.3693
Epoch [   55/  100] | d_loss: 0.0888 | g_loss: 3.0931
Epoch [   55/  100] | d_loss: 0.1586 | g_loss: 6.3200
Epoch [   55/  100] | d_loss: 0.2227 | g_loss: 7.1485
Epoch [   55/  100] | d_loss: 0.5098 | g_loss: 4.5075
Epoch [   55/  100] | d_loss: 0.2341 | g_loss: 4.8176
Epoch [   55/  100] | d_loss: 0.0183 | g_loss: 5.6749
Epoch [   55/  100] | d_loss: 0.1225 | g_loss: 3.0324
Epoch [   55/  100] | d_loss: 0.3348 | g_loss: 4.4524
Epoch [   56/  100] | d_loss: 0.0989 | g_loss: 6.6892
Epoch [   56/  100] | d_loss: 0.2034 | g_loss: 4.2844
Epoch [   56/  100] | d_loss: 0.0603 | g_loss: 4.6949
Epoch [   56/  100] | d_loss: 0.3945 | g_loss: 6.0398
Epoch [   56/  100] | d_loss: 0.0531 | g_loss: 4.7226
Epoch [   56/  100] | d_loss: 0.0855 | g_loss: 5.9110
Epoch [   56/  100] | d_loss: 0.0227 | g_loss: 5.7167
Epoch [   56/  100] | d_loss: 0.3334 | g_loss: 3.9209
Epoch [   56/  100] | d_loss: 0.5432 | g_loss: 4.0454
Epoch [   57/  100] | d_loss: 0.0910 | g_loss: 3.3791
Epoch [   57/  100] | d_loss: 0.0673 | g_loss: 3.8922
Epoch [   57/  100] | d_loss: 0.0668 | g_loss: 4.7636
Epoch [   57/  100] | d_loss: 0.0332 | g_loss: 8.6124
Epoch [   57/  100] | d_loss: 0.2416 | g_loss: 6.1634
Epoch [   57/  100] | d_loss: 0.1892 | g_loss: 6.3360
Epoch [   57/  100] | d_loss: 0.1770 | g_loss: 5.8728
Epoch [   57/  100] | d_loss: 0.1026 | g_loss: 3.6253
Epoch [   57/  100] | d_loss: 0.6557 | g_loss: 4.9502
Epoch [   58/  100] | d_loss: 0.0302 | g_loss: 5.2544
Epoch [   58/  100] | d_loss: 0.5756 | g_loss: 4.0113
Epoch [   58/  100] | d_loss: 0.0572 | g_loss: 3.7838
Epoch [   58/  100] | d_loss: 0.6832 | g_loss: 6.4861
Epoch [   58/  100] | d_loss: 0.0195 | g_loss: 6.4965
Epoch [   58/  100] | d_loss: 0.1011 | g_loss: 5.4825
Epoch [   58/  100] | d_loss: 0.1198 | g_loss: 6.8674
Epoch [   58/  100] | d_loss: 0.3665 | g_loss: 4.9563
Epoch [   58/  100] | d_loss: 0.0399 | g_loss: 6.9011
Epoch [   59/  100] | d_loss: 0.0547 | g_loss: 3.8930
Epoch [   59/  100] | d_loss: 0.5185 | g_loss: 3.9399
Epoch [   59/  100] | d_loss: 0.2797 | g_loss: 6.2319
Epoch [   59/  100] | d_loss: 0.3201 | g_loss: 4.3784
Epoch [   59/  100] | d_loss: 0.2161 | g_loss: 2.9191
Epoch [   59/  100] | d_loss: 0.1046 | g_loss: 4.8357
Epoch [   59/  100] | d_loss: 0.0545 | g_loss: 7.4032
Epoch [   59/  100] | d_loss: 0.4314 | g_loss: 5.7281
Epoch [   59/  100] | d_loss: 0.0949 | g_loss: 4.7181
Epoch [   60/  100] | d_loss: 0.5258 | g_loss: 5.3695
Epoch [   60/  100] | d_loss: 0.0852 | g_loss: 4.8585
Epoch [   60/  100] | d_loss: 0.0405 | g_loss: 7.3475
Epoch [   60/  100] | d_loss: 0.1549 | g_loss: 5.6094
Epoch [   60/  100] | d_loss: 0.1682 | g_loss: 4.6530
Epoch [   60/  100] | d_loss: 0.1723 | g_loss: 6.2220
Epoch [   60/  100] | d_loss: 0.4247 | g_loss: 3.7234
Epoch [   60/  100] | d_loss: 0.0379 | g_loss: 5.5821
Epoch [   60/  100] | d_loss: 0.0244 | g_loss: 4.0245
Epoch [   61/  100] | d_loss: 0.0662 | g_loss: 6.1683
Epoch [   61/  100] | d_loss: 0.0258 | g_loss: 5.9281
Epoch [   61/  100] | d_loss: 0.5611 | g_loss: 4.5400
Epoch [   61/  100] | d_loss: 0.0647 | g_loss: 7.3154
Epoch [   61/  100] | d_loss: 0.1670 | g_loss: 4.1462
Epoch [   61/  100] | d_loss: 0.4416 | g_loss: 2.3768
Epoch [   61/  100] | d_loss: 0.3954 | g_loss: 5.5012
Epoch [   61/  100] | d_loss: 0.1101 | g_loss: 4.2774
Epoch [   61/  100] | d_loss: 0.0178 | g_loss: 5.8169
Epoch [   62/  100] | d_loss: 0.0104 | g_loss: 4.1311
Epoch [   62/  100] | d_loss: 0.0219 | g_loss: 4.8407
Epoch [   62/  100] | d_loss: 0.1929 | g_loss: 7.5935
Epoch [   62/  100] | d_loss: 0.1328 | g_loss: 3.9829
Epoch [   62/  100] | d_loss: 0.0494 | g_loss: 1.9132
Epoch [   62/  100] | d_loss: 0.0693 | g_loss: 3.5986
Epoch [   62/  100] | d_loss: 0.2010 | g_loss: 4.6717
Epoch [   62/  100] | d_loss: 0.4983 | g_loss: 8.7865
Epoch [   62/  100] | d_loss: 0.1567 | g_loss: 3.0101
Epoch [   63/  100] | d_loss: 0.1794 | g_loss: 3.9290
Epoch [   63/  100] | d_loss: 0.3120 | g_loss: 3.1255
Epoch [   63/  100] | d_loss: 0.0694 | g_loss: 7.3380
Epoch [   63/  100] | d_loss: 0.1646 | g_loss: 5.2651
Epoch [   63/  100] | d_loss: 0.0975 | g_loss: 3.8761
Epoch [   63/  100] | d_loss: 0.0609 | g_loss: 4.9049
Epoch [   63/  100] | d_loss: 0.0797 | g_loss: 5.3556
Epoch [   63/  100] | d_loss: 0.0064 | g_loss: 6.3206
Epoch [   63/  100] | d_loss: 0.1456 | g_loss: 4.3337
Epoch [   64/  100] | d_loss: 0.0307 | g_loss: 5.9537
Epoch [   64/  100] | d_loss: 0.1139 | g_loss: 5.6381
Epoch [   64/  100] | d_loss: 0.0537 | g_loss: 2.8518
Epoch [   64/  100] | d_loss: 0.0138 | g_loss: 4.6244
Epoch [   64/  100] | d_loss: 0.0105 | g_loss: 8.5104
Epoch [   64/  100] | d_loss: 0.4202 | g_loss: 4.8100
Epoch [   64/  100] | d_loss: 0.0866 | g_loss: 5.8409
Epoch [   64/  100] | d_loss: 0.1258 | g_loss: 2.3165
Epoch [   64/  100] | d_loss: 0.0518 | g_loss: 1.0887
Epoch [   65/  100] | d_loss: 0.0671 | g_loss: 7.1419
Epoch [   65/  100] | d_loss: 0.0759 | g_loss: 5.8757
Epoch [   65/  100] | d_loss: 0.0303 | g_loss: 3.3675
Epoch [   65/  100] | d_loss: 0.0679 | g_loss: 6.9230
Epoch [   65/  100] | d_loss: 0.0342 | g_loss: 5.0979
Epoch [   65/  100] | d_loss: 0.3978 | g_loss: 4.4191
Epoch [   65/  100] | d_loss: 0.0811 | g_loss: 5.9316
Epoch [   65/  100] | d_loss: 0.3809 | g_loss: 4.4727
Epoch [   65/  100] | d_loss: 0.0216 | g_loss: 5.5440
Epoch [   66/  100] | d_loss: 0.0992 | g_loss: 5.3201
Epoch [   66/  100] | d_loss: 0.1026 | g_loss: 3.9845
Epoch [   66/  100] | d_loss: 0.1462 | g_loss: 6.5708
Epoch [   66/  100] | d_loss: 0.1435 | g_loss: 5.4752
Epoch [   66/  100] | d_loss: 0.0102 | g_loss: 9.4606
Epoch [   66/  100] | d_loss: 0.0923 | g_loss: 6.1382
Epoch [   66/  100] | d_loss: 0.0347 | g_loss: 2.8114
Epoch [   66/  100] | d_loss: 0.2863 | g_loss: 3.0222
Epoch [   66/  100] | d_loss: 0.0420 | g_loss: 3.9679
Epoch [   67/  100] | d_loss: 0.0644 | g_loss: 5.1162
Epoch [   67/  100] | d_loss: 0.1920 | g_loss: 3.3778
Epoch [   67/  100] | d_loss: 0.1466 | g_loss: 2.3774
Epoch [   67/  100] | d_loss: 0.0493 | g_loss: 5.8299
Epoch [   67/  100] | d_loss: 0.1288 | g_loss: 5.6851
Epoch [   67/  100] | d_loss: 0.1334 | g_loss: 8.9630
Epoch [   67/  100] | d_loss: 0.1643 | g_loss: 5.8248
Epoch [   67/  100] | d_loss: 0.0544 | g_loss: 4.5931
Epoch [   67/  100] | d_loss: 0.1175 | g_loss: 4.1847
Epoch [   68/  100] | d_loss: 0.1284 | g_loss: 5.5918
Epoch [   68/  100] | d_loss: 0.1593 | g_loss: 3.9621
Epoch [   68/  100] | d_loss: 0.4108 | g_loss: 6.2630
Epoch [   68/  100] | d_loss: 0.1436 | g_loss: 3.6125
Epoch [   68/  100] | d_loss: 0.0850 | g_loss: 4.4020
Epoch [   68/  100] | d_loss: 0.1000 | g_loss: 7.5564
Epoch [   68/  100] | d_loss: 1.0125 | g_loss: 5.9903
Epoch [   68/  100] | d_loss: 0.0783 | g_loss: 6.4124
Epoch [   68/  100] | d_loss: 0.2371 | g_loss: 5.6558
Epoch [   69/  100] | d_loss: 0.2945 | g_loss: 3.4867
Epoch [   69/  100] | d_loss: 0.1147 | g_loss: 2.9658
Epoch [   69/  100] | d_loss: 0.1044 | g_loss: 6.7892
Epoch [   69/  100] | d_loss: 0.1192 | g_loss: 5.5380
Epoch [   69/  100] | d_loss: 0.3928 | g_loss: 5.5846
Epoch [   69/  100] | d_loss: 0.2325 | g_loss: 6.3329
Epoch [   69/  100] | d_loss: 0.0091 | g_loss: 5.5045
Epoch [   69/  100] | d_loss: 0.1540 | g_loss: 5.3277
Epoch [   69/  100] | d_loss: 0.0614 | g_loss: 7.1818
Epoch [   70/  100] | d_loss: 0.1983 | g_loss: 5.6229
Epoch [   70/  100] | d_loss: 0.0427 | g_loss: 4.1544
Epoch [   70/  100] | d_loss: 0.7954 | g_loss: 3.2040
Epoch [   70/  100] | d_loss: 0.2491 | g_loss: 4.7594
Epoch [   70/  100] | d_loss: 0.0668 | g_loss: 6.9522
Epoch [   70/  100] | d_loss: 0.0527 | g_loss: 4.3438
Epoch [   70/  100] | d_loss: 0.2241 | g_loss: 6.8217
Epoch [   70/  100] | d_loss: 0.1263 | g_loss: 6.1092
Epoch [   70/  100] | d_loss: 0.0928 | g_loss: 4.4331
Epoch [   71/  100] | d_loss: 0.4798 | g_loss: 3.3895
Epoch [   71/  100] | d_loss: 0.0243 | g_loss: 7.0343
Epoch [   71/  100] | d_loss: 0.1218 | g_loss: 4.4955
Epoch [   71/  100] | d_loss: 0.1053 | g_loss: 5.1225
Epoch [   71/  100] | d_loss: 0.2204 | g_loss: 3.6537
Epoch [   71/  100] | d_loss: 0.1349 | g_loss: 6.5609
Epoch [   71/  100] | d_loss: 0.0504 | g_loss: 4.5138
Epoch [   71/  100] | d_loss: 0.1960 | g_loss: 3.2311
Epoch [   71/  100] | d_loss: 0.0145 | g_loss: 8.2892
Epoch [   72/  100] | d_loss: 0.1349 | g_loss: 5.8366
Epoch [   72/  100] | d_loss: 0.0935 | g_loss: 2.7389
Epoch [   72/  100] | d_loss: 0.1402 | g_loss: 6.0916
Epoch [   72/  100] | d_loss: 0.0634 | g_loss: 7.5348
Epoch [   72/  100] | d_loss: 0.2232 | g_loss: 5.6250
Epoch [   72/  100] | d_loss: 0.1297 | g_loss: 5.0134
Epoch [   72/  100] | d_loss: 0.0714 | g_loss: 6.2768
Epoch [   72/  100] | d_loss: 0.0957 | g_loss: 7.3493
Epoch [   72/  100] | d_loss: 0.0867 | g_loss: 7.2720
Epoch [   73/  100] | d_loss: 0.1912 | g_loss: 2.9678
Epoch [   73/  100] | d_loss: 0.1017 | g_loss: 6.2214
Epoch [   73/  100] | d_loss: 0.2319 | g_loss: 5.9980
Epoch [   73/  100] | d_loss: 0.2387 | g_loss: 6.0578
Epoch [   73/  100] | d_loss: 0.1457 | g_loss: 3.9411
Epoch [   73/  100] | d_loss: 0.0506 | g_loss: 7.8475
Epoch [   73/  100] | d_loss: 0.1568 | g_loss: 5.5261
Epoch [   73/  100] | d_loss: 0.0246 | g_loss: 3.9112
Epoch [   73/  100] | d_loss: 0.0220 | g_loss: 4.8213
Epoch [   74/  100] | d_loss: 0.1184 | g_loss: 4.4495
Epoch [   74/  100] | d_loss: 0.0939 | g_loss: 6.0680
Epoch [   74/  100] | d_loss: 0.0418 | g_loss: 4.3989
Epoch [   74/  100] | d_loss: 0.1090 | g_loss: 3.7401
Epoch [   74/  100] | d_loss: 0.1874 | g_loss: 5.9490
Epoch [   74/  100] | d_loss: 0.0457 | g_loss: 4.9267
Epoch [   74/  100] | d_loss: 0.1845 | g_loss: 4.4946
Epoch [   74/  100] | d_loss: 0.0135 | g_loss: 4.4707
Epoch [   74/  100] | d_loss: 0.0415 | g_loss: 5.2842
Epoch [   75/  100] | d_loss: 0.2780 | g_loss: 6.5443
Epoch [   75/  100] | d_loss: 0.0087 | g_loss: 4.7343
Epoch [   75/  100] | d_loss: 0.0379 | g_loss: 7.1829
Epoch [   75/  100] | d_loss: 0.0328 | g_loss: 4.6853
Epoch [   75/  100] | d_loss: 0.0435 | g_loss: 6.1707
Epoch [   75/  100] | d_loss: 0.0068 | g_loss: 6.9697
Epoch [   75/  100] | d_loss: 0.1038 | g_loss: 6.1824
Epoch [   75/  100] | d_loss: 0.0057 | g_loss: 6.7413
Epoch [   75/  100] | d_loss: 0.4705 | g_loss: 4.5779
Epoch [   76/  100] | d_loss: 0.0509 | g_loss: 3.9513
Epoch [   76/  100] | d_loss: 0.2281 | g_loss: 4.4869
Epoch [   76/  100] | d_loss: 0.0881 | g_loss: 4.8313
Epoch [   76/  100] | d_loss: 0.0707 | g_loss: 3.9839
Epoch [   76/  100] | d_loss: 0.3871 | g_loss: 3.5720
Epoch [   76/  100] | d_loss: 0.7245 | g_loss: 5.4089
Epoch [   76/  100] | d_loss: 0.0670 | g_loss: 5.3805
Epoch [   76/  100] | d_loss: 0.1803 | g_loss: 7.7168
Epoch [   76/  100] | d_loss: 0.3856 | g_loss: 7.1642
Epoch [   77/  100] | d_loss: 0.0803 | g_loss: 6.3224
Epoch [   77/  100] | d_loss: 0.0731 | g_loss: 5.4147
Epoch [   77/  100] | d_loss: 0.0818 | g_loss: 5.3930
Epoch [   77/  100] | d_loss: 0.0795 | g_loss: 8.5844
Epoch [   77/  100] | d_loss: 0.0710 | g_loss: 5.0877
Epoch [   77/  100] | d_loss: 0.1133 | g_loss: 6.8117
Epoch [   77/  100] | d_loss: 0.1258 | g_loss: 7.0665
Epoch [   77/  100] | d_loss: 0.3586 | g_loss: 4.4589
Epoch [   77/  100] | d_loss: 0.1390 | g_loss: 2.7622
Epoch [   78/  100] | d_loss: 0.0809 | g_loss: 6.5398
Epoch [   78/  100] | d_loss: 0.0973 | g_loss: 5.1726
Epoch [   78/  100] | d_loss: 0.0984 | g_loss: 3.0388
Epoch [   78/  100] | d_loss: 0.3836 | g_loss: 3.3748
Epoch [   78/  100] | d_loss: 0.1131 | g_loss: 6.3309
Epoch [   78/  100] | d_loss: 0.0196 | g_loss: 7.1417
Epoch [   78/  100] | d_loss: 0.0524 | g_loss: 7.2677
Epoch [   78/  100] | d_loss: 0.0209 | g_loss: 5.2616
Epoch [   78/  100] | d_loss: 0.2170 | g_loss: 5.2847
Epoch [   79/  100] | d_loss: 0.2555 | g_loss: 3.2072
Epoch [   79/  100] | d_loss: 0.0972 | g_loss: 5.6064
Epoch [   79/  100] | d_loss: 0.1316 | g_loss: 4.8267
Epoch [   79/  100] | d_loss: 0.0710 | g_loss: 8.4007
Epoch [   79/  100] | d_loss: 0.0321 | g_loss: 7.9757
Epoch [   79/  100] | d_loss: 0.0735 | g_loss: 3.6012
Epoch [   79/  100] | d_loss: 0.3891 | g_loss: 5.5749
Epoch [   79/  100] | d_loss: 0.0310 | g_loss: 2.5278
Epoch [   79/  100] | d_loss: 0.1829 | g_loss: 8.0780
Epoch [   80/  100] | d_loss: 0.0272 | g_loss: 6.2693
Epoch [   80/  100] | d_loss: 0.0237 | g_loss: 5.7431
Epoch [   80/  100] | d_loss: 0.1166 | g_loss: 4.4159
Epoch [   80/  100] | d_loss: 0.3392 | g_loss: 3.1508
Epoch [   80/  100] | d_loss: 0.1736 | g_loss: 7.1704
Epoch [   80/  100] | d_loss: 0.0836 | g_loss: 5.3225
Epoch [   80/  100] | d_loss: 0.0972 | g_loss: 3.6534
Epoch [   80/  100] | d_loss: 0.2188 | g_loss: 5.9269
Epoch [   80/  100] | d_loss: 0.1155 | g_loss: 4.2921
Epoch [   81/  100] | d_loss: 0.0660 | g_loss: 2.7309
Epoch [   81/  100] | d_loss: 0.2849 | g_loss: 5.4260
Epoch [   81/  100] | d_loss: 0.7974 | g_loss: 7.6795
Epoch [   81/  100] | d_loss: 0.0400 | g_loss: 6.1159
Epoch [   81/  100] | d_loss: 0.0365 | g_loss: 5.7131
Epoch [   81/  100] | d_loss: 0.3956 | g_loss: 5.0977
Epoch [   81/  100] | d_loss: 0.1044 | g_loss: 4.8234
Epoch [   81/  100] | d_loss: 0.0439 | g_loss: 8.5776
Epoch [   81/  100] | d_loss: 0.2907 | g_loss: 3.2652
Epoch [   82/  100] | d_loss: 0.0145 | g_loss: 5.1203
Epoch [   82/  100] | d_loss: 0.2630 | g_loss: 7.7201
Epoch [   82/  100] | d_loss: 0.3344 | g_loss: 3.1568
Epoch [   82/  100] | d_loss: 0.0655 | g_loss: 7.8073
Epoch [   82/  100] | d_loss: 0.5117 | g_loss: 6.6649
Epoch [   82/  100] | d_loss: 0.0604 | g_loss: 6.2492
Epoch [   82/  100] | d_loss: 0.7609 | g_loss: 8.7706
Epoch [   82/  100] | d_loss: 0.0469 | g_loss: 5.2467
Epoch [   82/  100] | d_loss: 0.4710 | g_loss: 3.8411
Epoch [   83/  100] | d_loss: 0.5450 | g_loss: 2.2282
Epoch [   83/  100] | d_loss: 0.0478 | g_loss: 4.8568
Epoch [   83/  100] | d_loss: 0.0785 | g_loss: 5.9525
Epoch [   83/  100] | d_loss: 1.5509 | g_loss: 0.4412
Epoch [   83/  100] | d_loss: 0.0953 | g_loss: 2.6265
Epoch [   83/  100] | d_loss: 0.0150 | g_loss: 5.0939
Epoch [   83/  100] | d_loss: 0.0495 | g_loss: 5.9514
Epoch [   83/  100] | d_loss: 0.0292 | g_loss: 5.3009
Epoch [   83/  100] | d_loss: 0.7460 | g_loss: 4.8465
Epoch [   84/  100] | d_loss: 0.0271 | g_loss: 3.4895
Epoch [   84/  100] | d_loss: 0.0612 | g_loss: 6.5803
Epoch [   84/  100] | d_loss: 0.2330 | g_loss: 5.2181
Epoch [   84/  100] | d_loss: 0.1052 | g_loss: 5.2357
Epoch [   84/  100] | d_loss: 0.0966 | g_loss: 6.1919
Epoch [   84/  100] | d_loss: 0.1388 | g_loss: 4.5419
Epoch [   84/  100] | d_loss: 0.2616 | g_loss: 6.7005
Epoch [   84/  100] | d_loss: 0.0814 | g_loss: 0.8687
Epoch [   84/  100] | d_loss: 0.0553 | g_loss: 6.4992
Epoch [   85/  100] | d_loss: 0.0592 | g_loss: 4.6623
Epoch [   85/  100] | d_loss: 0.3067 | g_loss: 6.4406
Epoch [   85/  100] | d_loss: 0.9999 | g_loss: 1.1834
Epoch [   85/  100] | d_loss: 0.3421 | g_loss: 6.0117
Epoch [   85/  100] | d_loss: 0.0051 | g_loss: 6.4966
Epoch [   85/  100] | d_loss: 0.0621 | g_loss: 5.3406
Epoch [   85/  100] | d_loss: 0.0127 | g_loss: 5.5716
Epoch [   85/  100] | d_loss: 0.0157 | g_loss: 4.6982
Epoch [   85/  100] | d_loss: 0.0680 | g_loss: 4.2163
Epoch [   86/  100] | d_loss: 0.0970 | g_loss: 6.8492
Epoch [   86/  100] | d_loss: 0.0174 | g_loss: 6.0019
Epoch [   86/  100] | d_loss: 0.0187 | g_loss: 4.7651
Epoch [   86/  100] | d_loss: 0.1883 | g_loss: 5.9483
Epoch [   86/  100] | d_loss: 0.2628 | g_loss: 5.2587
Epoch [   86/  100] | d_loss: 0.1629 | g_loss: 2.8259
Epoch [   86/  100] | d_loss: 0.4901 | g_loss: 5.0860
Epoch [   86/  100] | d_loss: 0.0552 | g_loss: 9.0775
Epoch [   86/  100] | d_loss: 0.2821 | g_loss: 4.1760
Epoch [   87/  100] | d_loss: 0.1517 | g_loss: 4.7155
Epoch [   87/  100] | d_loss: 0.0496 | g_loss: 4.8243
Epoch [   87/  100] | d_loss: 0.0253 | g_loss: 4.2784
Epoch [   87/  100] | d_loss: 0.0634 | g_loss: 6.2498
Epoch [   87/  100] | d_loss: 0.1773 | g_loss: 3.9379
Epoch [   87/  100] | d_loss: 0.0294 | g_loss: 6.7684
Epoch [   87/  100] | d_loss: 0.1218 | g_loss: 5.3139
Epoch [   87/  100] | d_loss: 0.1435 | g_loss: 4.8874
Epoch [   87/  100] | d_loss: 0.2230 | g_loss: 4.7487
Epoch [   88/  100] | d_loss: 0.1689 | g_loss: 6.5577
Epoch [   88/  100] | d_loss: 1.0135 | g_loss: 4.7744
Epoch [   88/  100] | d_loss: 0.2745 | g_loss: 5.0519
Epoch [   88/  100] | d_loss: 0.0236 | g_loss: 6.3979
Epoch [   88/  100] | d_loss: 0.1191 | g_loss: 4.4966
Epoch [   88/  100] | d_loss: 0.0723 | g_loss: 4.3601
Epoch [   88/  100] | d_loss: 0.0548 | g_loss: 5.7640
Epoch [   88/  100] | d_loss: 0.1752 | g_loss: 5.5263
Epoch [   88/  100] | d_loss: 0.0238 | g_loss: 4.2453
Epoch [   89/  100] | d_loss: 0.2008 | g_loss: 4.8715
Epoch [   89/  100] | d_loss: 0.0799 | g_loss: 6.9539
Epoch [   89/  100] | d_loss: 0.0334 | g_loss: 2.8287
Epoch [   89/  100] | d_loss: 0.0405 | g_loss: 5.4828
Epoch [   89/  100] | d_loss: 0.3030 | g_loss: 8.6741
Epoch [   89/  100] | d_loss: 0.0457 | g_loss: 8.2619
Epoch [   89/  100] | d_loss: 0.0005 | g_loss: 5.5340
Epoch [   89/  100] | d_loss: 0.9201 | g_loss: 5.9169
Epoch [   89/  100] | d_loss: 0.2577 | g_loss: 5.9711
Epoch [   90/  100] | d_loss: 0.0471 | g_loss: 4.9034
Epoch [   90/  100] | d_loss: 0.0710 | g_loss: 8.0577
Epoch [   90/  100] | d_loss: 0.0086 | g_loss: 5.3521
Epoch [   90/  100] | d_loss: 0.0657 | g_loss: 6.7909
Epoch [   90/  100] | d_loss: 0.0429 | g_loss: 6.6803
Epoch [   90/  100] | d_loss: 0.0598 | g_loss: 5.9632
Epoch [   90/  100] | d_loss: 0.0460 | g_loss: 5.5453
Epoch [   90/  100] | d_loss: 1.1997 | g_loss: 0.6878
Epoch [   90/  100] | d_loss: 0.0331 | g_loss: 6.3116
Epoch [   91/  100] | d_loss: 0.1381 | g_loss: 6.4687
Epoch [   91/  100] | d_loss: 0.3888 | g_loss: 6.7816
Epoch [   91/  100] | d_loss: 0.0635 | g_loss: 4.6798
Epoch [   91/  100] | d_loss: 0.0758 | g_loss: 5.2221
Epoch [   91/  100] | d_loss: 0.0151 | g_loss: 5.3198
Epoch [   91/  100] | d_loss: 0.0057 | g_loss: 6.8282
Epoch [   91/  100] | d_loss: 0.4957 | g_loss: 4.9492
Epoch [   91/  100] | d_loss: 0.0039 | g_loss: 5.8424
Epoch [   91/  100] | d_loss: 0.1469 | g_loss: 4.3696
Epoch [   92/  100] | d_loss: 0.0198 | g_loss: 5.1621
Epoch [   92/  100] | d_loss: 0.0446 | g_loss: 4.2177
Epoch [   92/  100] | d_loss: 0.0099 | g_loss: 6.3002
Epoch [   92/  100] | d_loss: 0.0302 | g_loss: 3.4361
Epoch [   92/  100] | d_loss: 0.2810 | g_loss: 7.0644
Epoch [   92/  100] | d_loss: 0.0205 | g_loss: 5.7409
Epoch [   92/  100] | d_loss: 0.3103 | g_loss: 6.3101
Epoch [   92/  100] | d_loss: 0.1682 | g_loss: 7.3522
Epoch [   92/  100] | d_loss: 0.0260 | g_loss: 4.0216
Epoch [   93/  100] | d_loss: 0.3854 | g_loss: 3.9037
Epoch [   93/  100] | d_loss: 0.0106 | g_loss: 4.4483
Epoch [   93/  100] | d_loss: 0.0969 | g_loss: 5.3896
Epoch [   93/  100] | d_loss: 0.0143 | g_loss: 8.0075
Epoch [   93/  100] | d_loss: 0.2866 | g_loss: 3.6704
Epoch [   93/  100] | d_loss: 0.6911 | g_loss: 5.6965
Epoch [   93/  100] | d_loss: 0.0260 | g_loss: 4.7478
Epoch [   93/  100] | d_loss: 0.4122 | g_loss: 5.9846
Epoch [   93/  100] | d_loss: 0.0493 | g_loss: 5.9206
Epoch [   94/  100] | d_loss: 0.1996 | g_loss: 3.2186
Epoch [   94/  100] | d_loss: 0.0330 | g_loss: 4.1617
Epoch [   94/  100] | d_loss: 0.0352 | g_loss: 2.1210
Epoch [   94/  100] | d_loss: 0.0442 | g_loss: 5.8615
Epoch [   94/  100] | d_loss: 0.1984 | g_loss: 6.9965
Epoch [   94/  100] | d_loss: 0.0791 | g_loss: 5.3602
Epoch [   94/  100] | d_loss: 0.2006 | g_loss: 3.5437
Epoch [   94/  100] | d_loss: 0.1314 | g_loss: 5.3270
Epoch [   94/  100] | d_loss: 0.0182 | g_loss: 6.9168
Epoch [   95/  100] | d_loss: 0.0094 | g_loss: 3.0292
Epoch [   95/  100] | d_loss: 0.2048 | g_loss: 4.3459
Epoch [   95/  100] | d_loss: 0.0112 | g_loss: 7.2547
Epoch [   95/  100] | d_loss: 0.0975 | g_loss: 5.3240
Epoch [   95/  100] | d_loss: 0.1295 | g_loss: 6.6088
Epoch [   95/  100] | d_loss: 0.0503 | g_loss: 7.7471
Epoch [   95/  100] | d_loss: 0.1917 | g_loss: 4.2867
Epoch [   95/  100] | d_loss: 0.1497 | g_loss: 3.4382
Epoch [   95/  100] | d_loss: 0.0988 | g_loss: 7.2416
Epoch [   96/  100] | d_loss: 0.0352 | g_loss: 4.5277
Epoch [   96/  100] | d_loss: 0.1272 | g_loss: 5.8794
Epoch [   96/  100] | d_loss: 0.2293 | g_loss: 3.3908
Epoch [   96/  100] | d_loss: 0.0679 | g_loss: 5.3374
Epoch [   96/  100] | d_loss: 0.1648 | g_loss: 4.3289
Epoch [   96/  100] | d_loss: 0.4027 | g_loss: 7.3892
Epoch [   96/  100] | d_loss: 0.0599 | g_loss: 7.3515
Epoch [   96/  100] | d_loss: 0.0931 | g_loss: 2.9512
Epoch [   96/  100] | d_loss: 0.0276 | g_loss: 7.1251
Epoch [   97/  100] | d_loss: 0.2584 | g_loss: 7.1268
Epoch [   97/  100] | d_loss: 0.0172 | g_loss: 5.8613
Epoch [   97/  100] | d_loss: 0.1192 | g_loss: 5.6966
Epoch [   97/  100] | d_loss: 0.0638 | g_loss: 6.2439
Epoch [   97/  100] | d_loss: 0.0715 | g_loss: 5.8424
Epoch [   97/  100] | d_loss: 0.1410 | g_loss: 6.9180
Epoch [   97/  100] | d_loss: 0.0222 | g_loss: 7.6265
Epoch [   97/  100] | d_loss: 0.1486 | g_loss: 6.5818
Epoch [   97/  100] | d_loss: 0.0194 | g_loss: 7.1921
Epoch [   98/  100] | d_loss: 0.1695 | g_loss: 6.7960
Epoch [   98/  100] | d_loss: 0.1184 | g_loss: 4.2693
Epoch [   98/  100] | d_loss: 0.0232 | g_loss: 5.6816
Epoch [   98/  100] | d_loss: 0.2203 | g_loss: 5.2987
Epoch [   98/  100] | d_loss: 0.0960 | g_loss: 5.5266
Epoch [   98/  100] | d_loss: 0.1207 | g_loss: 6.2419
Epoch [   98/  100] | d_loss: 0.0852 | g_loss: 5.7997
Epoch [   98/  100] | d_loss: 0.3103 | g_loss: 4.7556
Epoch [   98/  100] | d_loss: 0.9253 | g_loss: 8.1271
Epoch [   99/  100] | d_loss: 0.1592 | g_loss: 4.8022
Epoch [   99/  100] | d_loss: 0.0738 | g_loss: 6.5546
Epoch [   99/  100] | d_loss: 0.0172 | g_loss: 5.2595
Epoch [   99/  100] | d_loss: 0.4359 | g_loss: 2.2794
Epoch [   99/  100] | d_loss: 0.0371 | g_loss: 3.8359
Epoch [   99/  100] | d_loss: 0.0913 | g_loss: 4.1987
Epoch [   99/  100] | d_loss: 0.0430 | g_loss: 4.8575
Epoch [   99/  100] | d_loss: 0.0833 | g_loss: 9.5065
Epoch [   99/  100] | d_loss: 0.1405 | g_loss: 6.2853
Epoch [  100/  100] | d_loss: 0.2874 | g_loss: 6.7094
Epoch [  100/  100] | d_loss: 0.4926 | g_loss: 5.7766
Epoch [  100/  100] | d_loss: 0.3131 | g_loss: 5.2265
Epoch [  100/  100] | d_loss: 0.0567 | g_loss: 5.4626
Epoch [  100/  100] | d_loss: 0.0354 | g_loss: 6.8295
Epoch [  100/  100] | d_loss: 0.0106 | g_loss: 6.2063
Epoch [  100/  100] | d_loss: 0.0101 | g_loss: 6.3805
Epoch [  100/  100] | d_loss: 0.0336 | g_loss: 6.1072
Epoch [  100/  100] | d_loss: 0.1120 | g_loss: 6.7272

!ls -lrt processed_celeba_small/celeba | wc -l

32602

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f96619a7c18>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

• Not really sure how output should be ( please help?). Generated faces are looks good in terms of face structure, eyes, nose, hair etc. but faces are not colored but are black-white-ish.

• Model size should be mixed with white, black and brown faces

• dataset can be large for better result

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.